"Alright!" Leo bellowed, his voice filled with an almost comical gusto. He'd been planning this for weeks: a surprise picnic for his girlfriend. Everything was ready – the basket brimming with her favorite treats, the blanket, the perfect scenic spot. He sprinted out the back door, practically vibrating with excitement. He looked at the driveway. Bare. The car was missing. He paused, a momentary flicker of… well, something you might call excited confusion. He threw his head back and laughed, a full-bellied sound that echoed in the quiet cul-de-sac. "Well then," he proclaimed, "This just got interesting!"

Emotion: enthusiastic

Cluster: Positive / Joy
PC1 (Valence): 3.81 Positive
PC2 (Disposition): -0.04

Role in Research

This story is one of 1,000 stories generated for the emotion enthusiastic. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 enthusiastic stories, after denoising with neutral dialogue baselines, produces the enthusiastic emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the enthusiastic vector is projected through the unembedding matrix.

Promoted:
de0.734
!0.715
excitedly0.591
!"0.575
🤩0.575
Suppressed:
S-0.925
ness-0.507
😞-0.456
それでも-0.348
বারবার-0.325